{"id":"W6968714654","doi":"10.5281/zenodo.3351671","title":"liberfa/erfa: v2.0.0","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Bacterial Genetics and Biotechnology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Process (computing); Action (physics); Work (physics); Product (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002720908,0.003867765,0.002400687,0.002683036,0.00132708,0.005327033,0.007096946,0.00324775,0.5719879],"category_scores_gemma":[0.007915091,0.003702977,0.002261586,0.001978199,0.001198993,0.004395167,0.005248995,0.004061954,0.7644095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001676709,"about_ca_system_score_gemma":0.001375453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003731705,"about_ca_topic_score_gemma":0.002804556,"domain_scores_codex":[0.9984169,0.0002494741,0.000134135,0.0003743125,0.0004857496,0.0003393987],"domain_scores_gemma":[0.9976567,0.0005685809,0.0002059186,0.0007820516,0.000512086,0.0002746806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002806931,0.00001878954,0.0001889366,0.0005480656,0.00003528022,0.00005759483,0.00006520178,0.0003100453,0.001511706,0.002106399,0.9771795,0.01769773],"study_design_scores_gemma":[0.000172359,0.00003098374,0.0005162984,0.0001611545,0.00002340924,0.0001971646,0.00002803205,0.001239513,0.006706659,0.004487937,0.9863333,0.0001032506],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.000506264,0.0004478858,0.03771738,0.0004094502,0.0002951406,0.0001508193,0.09059074,0.8359064,0.03397588],"genre_scores_gemma":[0.006322956,0.0004085501,0.02705868,0.0009393826,0.0001472311,0.0006535745,0.1881843,0.7211697,0.05511552],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5719879,"threshold_uncertainty_score":0.6105074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01857419600295641,"score_gpt":0.2292211439225355,"score_spread":0.2106469479195791,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}